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<span id="docs-internal-guid-e3ce77a8-7fff-4b32-4b5a-3cd6397da21a" style="caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);" class="">
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">**
Apologies if you receive more than one copy. Please share with students and colleagues. **</span></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Dear
all,</span></div>
<br class="">
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">We are organizing the next iteration of the Adaptive
and Learning Agents (ALA) workshop at the International Conference on Autonomous Agents and Multiagent Systems (AAMAS) in London. Please find the CfP below.</span></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*******************************************************</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Adaptive
and Learning Agents Workshop at AAMAS (London, UK)</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><a href="https://ala2021.vub.ac.be/" style="text-decoration: none;" class=""><span style="font-size: 11pt; font-family: Arial; color: rgb(17, 85, 204); font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; text-decoration: underline; text-decoration-skip: none; vertical-align: baseline; white-space: pre-wrap;" class="">https://ala2021.vub.ac.be</span></a></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Submission
deadline: February 10, 2021</span></div>
<br class="">
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Extended versions of all original
contributions at ALA 2021</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""> will be eligible for
inclusion in a </span><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">special issue
of the Springer journal </span><a href="https://www.springer.com/computer/ai/journal/521" style="text-decoration: none;" class=""><span style="font-size: 11pt; font-family: Arial; color: rgb(17, 85, 204); font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; text-decoration: underline; text-decoration-skip: none; vertical-align: baseline; white-space: pre-wrap;" class="">Neural
Computing and Applications</span></a><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">
(Impact Factor 4.774)</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*******************************************************</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">TL;DR:</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Workshop with a long and successful history, now in its thirteenth edition.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Covering all aspects of adaptive and learning agents and multi-agent systems research.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Open to original research papers, work-in-progress, and visionary outlook papers, as well as presentations on recently published journal papers.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
ACM proceedings (AAMAS) format up to 8 pages (excluding references) for original research, up to 6 pages for work-in-progress and outlook papers (shorter papers are also welcome and will not be judged differently) and 2 pages for recently published journal
papers.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Accepted papers are eligible for inclusion in a post-proceedings journal special issue.</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Submissions through easychair: </span><a href="https://easychair.org/conferences/?conf=ala2021" style="text-decoration: none;" class=""><span style="font-size: 11pt; font-family: Arial; color: rgb(17, 85, 204); font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; text-decoration: underline; text-decoration-skip: none; vertical-align: baseline; white-space: pre-wrap;" class="">https://easychair.org/conferences/?conf=ala2021</span></a></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*******************************************************</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">IMPORTANT
DATES:</span></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Submission Deadline:</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;">
</span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">
</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">February
10, 2021</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Notification of acceptance:</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;">
</span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">March
10, 2021</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Camera-ready copies:</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;">
</span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">
</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">March
24, 2021</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Workshop: </span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">May
3 & 4, 2021</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Extended submission deadline: </span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""><span class="Apple-tab-span" style="white-space: pre;"></span></span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">September
15, 2021</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*******************************************************</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">OVERVIEW</span></div>
<br class="">
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Adaptive and learning agents, particularly those interacting
with each other in a multi-agent setting, are becoming increasingly prominent as the size and complexity of real-world systems grows. How to adaptively control, coordinate and optimize such systems is an emerging multi-disciplinary research area at the intersection
of Computer Science, Control Theory, Economics, and Biology. The ALA workshop will focus on agents and multi-agent systems which employ learning or adaptation.</span></div>
<br class="">
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">The goal of this workshop is to increase awareness of
and interest in adaptive agent research, encourage collaboration and give a representative overview of current research in the area of adaptive and learning agents and multi-agent systems. It aims at bringing together not only scientists from different areas
of computer science but also from different fields studying similar concepts (e.g., game theory, bio-inspired control, mechanism design).</span></div>
<br class="">
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">This workshop will focus on all aspects of adaptive
and learning agents and multi-agent systems with a particular emphasis on how to modify established learning techniques and/or create new learning paradigms to address the many challenges presented by complex real-world problems.</span></div>
<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">The topics of interest include but are not limited to:</span></div>
<br class="">
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*
Novel combinations of reinforcement and supervised learning approaches</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Integrated learning approaches using reasoning modules
like negotiation, trust, coordination, etc.</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Supervised and semi-supervised multi-agent learning</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Reinforcement learning in multi-agent systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Novel deep learning approaches for adaptive single
and multi-agents systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Human-in-the-loop learning systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Planning and Reasoning (single and multi-agent)</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Distributed learning</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Adaptation and learning in dynamic environments</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Evolution and Co-evolution of agents in complex multi-agent
environments</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Cooperative exploration</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Learning to cooperate and collaborate</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Learning trust and reputation</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Communication restrictions and their impact on multi-agent
coordination</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Design of reward structure and fitness measures for
coordination</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Scaling learning techniques to large systems of agents</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Emergent behavior in adaptive multi-agent systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Game theoretical analysis of adaptive multi-agent
systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Neuro-control for adaptation in multi-agent systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Bio-inspired multi-agent systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Adaptive and learning agents for multi-objective decision
making</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Multiple objectives in (multi-)agent systems</span></div>
<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">* Applications of adaptive agents, learning agents,
and multi-agent systems to real world complex systems</span></div>
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<div style="line-height: 1.2; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">In addition to these topics, this year we are particularly
interested in exploring negative results that can serve as guidelines for early-stage researchers in the field of adaptive and learning single/multi-agent systems.</span></div>
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<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">*******************************************************</span></div>
<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">SUBMISSION
DETAILS</span></div>
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<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Papers
can be submitted through EasyChair: </span><a href="https://easychair.org/conferences/?conf=ala2021" style="text-decoration: none;" class=""><span style="font-size: 11pt; font-family: Arial; color: rgb(17, 85, 204); font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; text-decoration: underline; text-decoration-skip: none; vertical-align: baseline; white-space: pre-wrap;" class="">https://easychair.org/conferences/?conf=ala2021</span></a></div>
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<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">We invite submission of original work, up to 8 pages
in length (excluding references) in the ACM proceedings format (i.e. following the AAMAS formatting instructions). This includes work that has been accepted as a poster/extended abstract at the AAMAS 2021 conference. Additionally, we welcome submission of
preliminary results, i.e. work-in-progress, as well as visionary outlook papers that lay out directions for future research in a specific area, both up to 6 pages in length, although shorter papers are very much welcome, and will not be judged differently.
Finally, we also accept recently published journal papers in the form of a 2 page abstract.</span></div>
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<div style="line-height: 1.656; text-align: justify; margin-top: 0pt; margin-bottom: 0pt;" class="">
<span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">All submissions will be peer-reviewed (single-blind).
Accepted work will be allocated time for poster and possibly oral presentation during the workshop.
</span><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Extended versions of all original
contributions at ALA 2021</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class=""> will be eligible for
inclusion in a </span><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">special issue
of the Springer journal </span><a href="https://www.springer.com/computer/ai/journal/521" style="text-decoration: none;" class=""><span style="font-size: 11pt; font-family: Arial; color: rgb(17, 85, 204); font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; text-decoration: underline; text-decoration-skip: none; vertical-align: baseline; white-space: pre-wrap;" class="">Neural
Computing and Applications</span></a><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">
(Impact Factor 4.774)</span><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">.
</span><span style="font-size: 11pt; font-family: Arial; font-weight: 700; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Deadline for submitting extended
papers: September 15, 2021.</span></div>
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<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">We
look forward to receiving your submissions,</span></div>
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<div style="line-height: 1.656; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">-
The Organizers</span></div>
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Conor
F. Hayes (NUI Galway, IE)</span></div>
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Roxana
Rădulescu (Vrije Universiteit Brussel, BE)</span></div>
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Diederik
M. Roijers (Vrije Universiteit Brussel, BE & HU University of Applied Sciences Utrecht, NL)</span></div>
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Fernando
P. Santos (Princeton University, USA)</span></div>
<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">Felipe
Leno da Silva (University of São Paulo, BR)</span></div>
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<div style="line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;" class=""><span style="font-size: 11pt; font-family: Arial; font-variant-ligatures: normal; font-variant-east-asian: normal; font-variant-position: normal; vertical-align: baseline; white-space: pre-wrap;" class="">==================================================================</span></div>
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